HFEPX Weekly Archive: 2025-W14

Researcher Quick Triage

Use this archive page for time-slice monitoring (what changed in evaluation methods, metrics, and protocol quality this period). Quality band: Medium .

• 2 papers report explicit quality controls for this archive period.
• Prioritize papers with both benchmark and metric anchors for reliable longitudinal comparisons.

Primary action: Use this slice as early signal only; benchmark/metric anchoring is limited for rigorous period-over-period claims.

Why This Time Slice Matters

• 9.1% of papers report explicit human-feedback signals, led by pairwise preferences.
• automatic metrics appears in 9.1% of papers in this hub.
• AnesBench is a recurring benchmark anchor for cross-paper comparisons in this page.

Protocol Takeaways For This Period

• Most common quality-control signal is adjudication (9.1% of papers).
• Rater context is mostly domain experts, and annotation is commonly mixed annotation units; use this to scope replication staffing.
• Track metric sensitivity by reporting both accuracy and cost.

Start Here (Highest-Signal Papers In This Slice)

Ranked by protocol completeness and evidence density for faster period-over-period review.

• Structured Legal Document Generation in India: A Model-Agnostic Wrapper Approach with VidhikDastaavej

  Apr 4, 2025 · Citations: 0 · Score: 3.9

  Eval: Automatic Metrics · Metrics: Accuracy, Agreement

• Overcoming Sparsity Artifacts in Crosscoders to Interpret Chat-Tuning

  Apr 3, 2025 · Citations: 0 · Score: 1.4

  Eval: Not reported · Metrics: Not reported

• Cultural Biases of Large Language Models and Humans in Historical Interpretation

  Apr 3, 2025 · Citations: 0 · Score: 1.4

  Eval: Not reported · Metrics: Not reported

• One Pic is All it Takes: Poisoning Visual Document Retrieval Augmented Generation with a Single Image

  Apr 2, 2025 · Citations: 0 · Score: 0.4

  Eval: Not reported · Metrics: Not reported

• Compositional-ARC: Assessing Systematic Generalization in Abstract Spatial Reasoning

  Apr 2, 2025 · Citations: 0 · Score: 0.4

  Eval: Not reported · Metrics: Not reported

• m1: Unleash the Potential of Test-Time Scaling for Medical Reasoning with Large Language Models

  Apr 1, 2025 · Citations: 0 · Score: 0.4

  Eval: Not reported · Metrics: Not reported

Protocol Matrix (Top 10)

Quickly compare method ingredients across this archive slice.

Papers In This Archive Slice

• Structured Legal Document Generation in India: A Model-Agnostic Wrapper Approach with VidhikDastaavej

  Shubham Kumar Nigam, Balaramamahanthi Deepak Patnaik, Noel Shallum, Kripabandhu Ghosh, Arnab Bhattacharya · Apr 4, 2025 · Citations: 0

  Comprehensive evaluation, including lexical, semantic, LLM-based, and expert-driven assessments with inter-annotator agreement, shows that the wrapper substantially improves factual accuracy, coherence, and completeness compared to…

• Overcoming Sparsity Artifacts in Crosscoders to Interpret Chat-Tuning

  Julian Minder, Clément Dumas, Caden Juang, Bilal Chugtai, Neel Nanda · Apr 3, 2025 · Citations: 0

  Pairwise Preference

  Using the BatchTopK crosscoder, we successfully identify a set of chat-specific latents that are both interpretable and causally effective, representing concepts such as false information and personal question, along with multiple…

• Cultural Biases of Large Language Models and Humans in Historical Interpretation

  Fabio Celli, Georgios Spathulas · Apr 3, 2025 · Citations: 0

  This paper compares historical annotations by humans and Large Language Models.

• AnesSuite: A Comprehensive Benchmark and Dataset Suite for Anesthesiology Reasoning in LLMs

  Xiang Feng, Wentao Jiang, Zengmao Wang, Yong Luo, Pingbo Xu · Apr 3, 2025 · Citations: 0
• One Pic is All it Takes: Poisoning Visual Document Retrieval Augmented Generation with a Single Image

  Ezzeldin Shereen, Dan Ristea, Shae McFadden, Burak Hasircioglu, Vasilios Mavroudis · Apr 2, 2025 · Citations: 0

  Abstract shows limited direct human-feedback or evaluation-protocol detail; use as adjacent methodological context.

• Chain of Correction for Full-text Speech Recognition with Large Language Models

  Zhiyuan Tang, Dong Wang, Zhikai Zhou, Yong Liu, Shen Huang · Apr 2, 2025 · Citations: 0
• Compositional-ARC: Assessing Systematic Generalization in Abstract Spatial Reasoning

  Philipp Mondorf, Shijia Zhou, Monica Riedler, Barbara Plank · Apr 2, 2025 · Citations: 0

  Abstract shows limited direct human-feedback or evaluation-protocol detail; use as adjacent methodological context.

• m1: Unleash the Potential of Test-Time Scaling for Medical Reasoning with Large Language Models

  Xiaoke Huang, Juncheng Wu, Hui Liu, Xianfeng Tang, Yuyin Zhou · Apr 1, 2025 · Citations: 0

  Our evaluation across diverse medical tasks demonstrates that test-time scaling consistently enhances medical reasoning, enabling lightweight fine-tuned models under 10B parameters to establish new state-of-the-art performance, while our…

• Benchmarking NLP-supported Language Sample Analysis for Swiss Children's Speech

  Anja Ryser, Yingqiang Gao, Sarah Ebling · Apr 1, 2025 · Citations: 0

  This preliminary study aims to identify optimal practices that support speech-language pathologists in diagnosing DLD more efficiently with active involvement of human specialists.

• Impact of Data Duplication on Deep Neural Network-Based Image Classifiers: Robust vs. Standard Models

  Alireza Aghabagherloo, Aydin Abadi, Sumanta Sarkar, Vishnu Asutosh Dasu, Bart Preneel · Apr 1, 2025 · Citations: 0
• Efficient Construction of Model Family through Progressive Training Using Model Expansion

  Kazuki Yano, Sho Takase, Sosuke Kobayashi, Shun Kiyono, Jun Suzuki · Apr 1, 2025 · Citations: 0

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